基本信息
张文生  男  博导  中国科学院自动化研究所
电子邮件: wensheng.zhang@ia.ac.cn
通信地址: 海淀区中关村东路95号
邮政编码: 100190

研究领域

人工智能、机器学习、大数据知识挖掘、概率图模型表示与推理、Deep Learning、精密感知与智能控制、三维数字物理仿真、嵌入式视频图像处理

招生信息

接收免试推荐硕士研究生(包括直博生),同时也接收优秀硕士毕业攻读博士学位

招生专业
081104-模式识别与智能系统
081203-计算机应用技术
081101-控制理论与控制工程
招生方向
大数据知识挖掘,模式识别与机器学习
人机交互与虚拟现实(包括三维数字物理仿真)
精密感知与智能控制(包括嵌入式视频图像处理)

教育背景

1999-03--2001-07   中科院自动化所    博士研究生
出国学习工作
2003-3/2004-6,University of Technology Sydney
2001-9/2002-1,Göteborg, Germany
2006-9/2006-11,University of South Australia

工作经历

   
工作简历
2018-01~现在, 中科院自动化所苏州智能制造与大数据产业技术研究院, 副院长
2017-07~现在, 自动化所医疗健康人工智能技术联合实验室, 主任
2016-01~现在, 自动化所医学大数据模式挖掘与应用联合实验室, 主任
2015-08~现在, 自动化所气象大数据与机器学习联合实验室, 主任
2013-05~现在, 中国科学院自动化研究所, 副总工程师
2004-06~现在, 中国科学院自动化研究所, 研究员 博士生导师
社会兼职
2018-03-01-今,中国健康大数据与智能医学发展专项基金会副主任委员,
2017-12-01-今,中科麦迪健康医疗人工智能创新研究院院长,
2017-12-01-今,国家健康医疗大数据专家,
2016-12-01-今,国家军委科技委感知与认知主题专家组专家,
2016-04-18-今,贵州省铜仁市大数据产业发展专家咨询委员会主任,
2016-03-01-今,中国人工智能学会智能服务专业委员会副主任,
2016-01-01-今,中国国防基础科研专项专家组成员,
2016-01-01-今,国家“云计算与大数据”重点专项总体专家组成员,
2016-01-01-今,国家“物联网与智慧城市”重点专项实施专家组成员,
2015-01-01-今,重庆市公安局“视频图像模式识别与智能分析技术实验室(公安部)”专家、副主任,
2014-06-02-今,中国自动化学会智能控制专业委员会副主任,
2011-09-21-今,中国电子学会云计算专委会委员,
2011-09-01-今,中国计算机学会人工智能与模式识别专业委员会委员,
2011-06-01-今,中科院重大专项总体技术组专家成员,
2010-06-01-今,国家重大科技专项专家组成员,
2010-03-01-今,中国自动化学会计算机图形与人机交互专业委员会秘书长,
2004-01-13-今,中国科技大学信息学院教授、博士生导师,
2002-06-07-今,中国科学院大学教授、博士生导师,

专利与奖励

   
奖励信息
(1) 吴文俊人工智能自然科学二等奖, 二等奖, 部委级, 2020
(2) 国防科技进步奖, 二等奖, 国家级, 2012
(3) 重庆市科学进步奖, 二等奖, 省级, 2011
(4) 重庆市科学进步奖, 三等奖, 省级, 2009
(5) 山东省科技进步奖, 二等奖, 省级, 2008
部分专利成果
[1] 牛景昊, 朱运琪, 张文生. 虚拟医疗会诊中虚拟形象的驱动方法及装置. CN202210837260.9, 2022-07-15.

[2] 王波, 牛景昊, 张文生. 基于心理学模型的智能急诊分诊系统. CN202210439738.2, 2022-04-25.

[3] 张文生, 杨阳, 白江波. 基于微博舆情的城市间关系测度系统、方法、设备. CN: CN113641867A, 2021-11-12.

[4] 王军平, 张文生, 孙正雅, 施金彤. 网络反诈骗主动巡检与预警系统. CN: CN111915468B, 2021-09-10.

[5] 邱育东, 张文生. 基于模范系统的对象辨识及控制系统优化整定方法. CN: CN111830833B, 2021-09-10.

[6] 牛景昊, 张文生. 心电图分析方法和装置. CN: CN111317464B, 2021-06-22.

[7] 张文生, 刘雅婧, 孙正雅. 基于动态通信网络的无监督异常短文本监测方法及系统. CN: CN112887923A, 2021-06-01.

[8] 王军平, 张文生, 孙正雅, 施金彤. 新型的网络反诈骗主动巡检与预警系统. CN: CN111915468A, 2020-11-10.

[9] 张文生, 王波, 胡占义, 董秋雷. 基于旋转折射片的单目摄像机三维重建方法、系统. CN: CN111768486A, 2020-10-13.

[10] 孙正雅, 谷轩, 张文生. 非结构化医疗文本无监督症状自动识别方法、系统、装置. CN: CN110931128A, 2020-03-27.

[11] 张文生, 肖功弼, 任俊宏. 具有空气净化功能的挂壁式空调器. CN: CN110594869A, 2019-12-20.

[12] 张文生, 杨阳, 黄妍, 杨雪冰. 基于稀疏表示的SAR图像目标标记方法、系统、装置. CN: CN110335285A, 2019-10-15.

[13] 李双双, 韩刚, 王军平, 张文生. 基于模式识别的视频图像危险态势感知方法、系统、装置. CN: CN110070026A, 2019-07-30.

[14] 张文生, 杨阳, 刘国文, 李定, 黄妍. 基于ROI区域的SAR图像目标定位方法、系统、装置. CN: CN110031843A, 2019-07-19.

[15] 孙正雅, 张文生, 王宇冬. 基于马尔科夫逻辑网的智能交互式问答方法、系统、装置. CN: CN109902165A, 2019-06-18.

[16] 刘波, 李实, 滕松, 王丹, 贺中桥, 韩刚, 邱育东, 张文生. 用于带电作业的机器人系统. CN: CN208906503U, 2019-05-28.

[17] 尹春丽, 李实, 刘波, 王丹, 滕松, 韩刚, 邱育东, 张文生. 带电作业机器人. CN: CN208906499U, 2019-05-28.

[18] 李实, 韩刚, 刘波, 邱育东, 张文生, 王丹, 贺中桥, 滕松. 用于控制双机械臂柔性带电作业的系统. CN: CN208906510U, 2019-05-28.

[19] 汪天一, 孙正雅, 张文生. 口语化医疗问答方法及系统. CN: CN109684445A, 2019-04-26.

[20] 张文生, 李悟, 李涛. 基于多级分区词袋模型的脑疾病识别装置. CN: CN105787494B, 2019-04-23.

[21] 张文生, 郭肇禄, 杨阳, 谢刚, 魏波. 混沌启发式搜索优化的弓网图像配准方法及装置. CN: CN109345572A, 2019-02-15.

[22] 李实, 韩刚, 刘波, 邱育东, 张文生, 王丹, 贺中桥, 滕松. 可移动式越障带电作业机器人. CN: CN108908284A, 2018-11-30.

[23] 尹春丽, 李实, 刘波, 王丹, 滕松, 韩刚, 邱育东, 张文生. 带电作业机器人及其控制方法. CN: CN108858121A, 2018-11-23.

[24] 李实, 韩刚, 刘波, 邱育东, 张文生, 王丹, 贺中桥, 滕松. 用于控制双机械臂柔性带电作业的系统及方法. CN: CN108789416A, 2018-11-13.

[25] 李双双, 张文生, 韩刚, 张征. 分布式室外大气质量监测精度校正系统及参数更新方法. CN: CN108614071A, 2018-10-02.

[26] 张文生, 郭肇禄, 杨萌林, 谢刚, 魏波. 基于混沌和声搜索的图像增强方法、介质及装置. CN: CN108376388A, 2018-08-07.

[27] 张文生, 杨阳, 胡文锐, 陈东杰, 何泽文. 接触网支柱的支柱号识别方法、存储介质、处理设备. CN: CN107392201A, 2017-11-24.

[28] 张英华, 张文生. 像素级手写体汉字自动生成方法、存储设备、处理装置. CN: CN107392973A, 2017-11-24.

[29] 张文生, 牛景昊. 基于词向量自动构建知识库实现辅助诊疗的方法和系统. CN: CN106874643A, 2017-06-20.

[30] 张文生, 陈东杰, 胡文锐, 杨叶辉, 杨阳, 何泽文. 基于卡尔曼滤波的高铁接触网目标检测与跟踪方法. CN: CN106447699A, 2017-02-22.

[31] 张文生, 肖功弼, 任俊宏. 飞轮储能器及采用其的交通工具. CN: CN105882377A, 2016-08-24.

[32] 韩刚, 张文生, 张征. 电梯故障在线实时检测装置和检测方法. CN: CN105883517A, 2016-08-24.

[33] 张文生, 李悟, 李涛. 基于多级分区词袋模型的脑疾病识别方法. CN: CN105787494A, 2016-07-20.

[34] 朱利民, 张文生, 郑耿. 基于模糊综合评判的彩色图像中值滤波方法和系统. CN: CN105701779A, 2016-06-22.

[35] 张文生, 杨阳. 基于非平衡学习的深度卷积网络图像标注方法及装置. CN: CN105631479A, 2016-06-01.

[36] 邱育东, 张文生. 基于模范系统的优化控制系统方法. CN: CN105182932A, 2015-12-23.

[37] 张文生, 肖功弼, 任俊宏. 聚光型取暖器. CN: CN104930583A, 2015-09-23.

[38] 张文生, 任俊宏. 播撒装置和农机设备. CN: CN104541686A, 2015-04-29.

[39] 张文生, 杨叶辉, 谢源, 胡文锐. 基于目标时空一致性和局部稀疏表示的跟踪方法及装置. CN: CN104537686A, 2015-04-22.

[40] 张文生, 肖功弼. 一种同时摄取掌纹和掌静脉图像的装置. CN: CN103902969A, 2014-07-02.

[41] 张文生, 匡秋明, 樊嘉峰, 谢源. 一种列车车厢异常人群密度的检测方法. CN: CN103839085A, 2014-06-04.

[42] 张文生, 邱育东, 李海鹏, 刘天亮, 王星, 任俊宏. 一种自动化酒醅料出窖装置. CN: CN103274230A, 2013-09-04.

[43] 张文生, 邱育东, 任俊宏, 王星, 刘天亮. 一种智能全自动装甑机及其装甑和补料方法. CN: CN103264901A, 2013-08-28.

[44] 肖功弼, 张文生. 一种测量目标真实温度的辐射测温方法和仪器. CN: CN103048050A, 2013-04-17.

[45] 吴保林, 张文生. 基于动反射镜的激光弹着点位置控制方法. CN: CN102313541B, 2013-01-02.

[46] 肖功弼, 张文生. 一种测量目标真实温度的辐射测温方法和仪器. CN: CN102749141A, 2012-10-24.

[47] 田捷, 白丽君, 张文生, 冯园园. 一种基于核磁共振成像的脑区有效连接度构建方法. CN: CN102360501A, 2012-02-22.

[48] 王虎, 张文生. 无创血液成分动态检测装置. CN: CN102349835A, 2012-02-15.

[49] 吴保林, 张文生. 基于动反射镜的激光弹着点位置控制方法. CN: CN102353361A, 2012-02-15.

[50] 田捷, 白丽君, 张文生, 王虎. 一种三维图像尺度不变特征的候选点选取方法. CN: CN102289844A, 2011-12-21.

[51] 吴保林, 张文生, 史亚莉, 郝银星, 李海鹏, 董秋雷, 王颢星, 张正涛. 动反射镜激光瞄准装置、动反射镜靶面传感器及其激光瞄准方法. CN: CN102193182A, 2011-09-21.

[52] 田捷, 白丽君, 王虎, 张文生. 一种基于尺度不变特征的三维图像分类方法. CN: CN102081740A, 2011-06-01.

[53] 张文生, 丁欢, 张水发, 常晓夫, 王虎, 冯园园, 杨名宇. 复杂场景下基于粒子滤波器的运动目标跟踪方法. CN: CN101877130A, 2010-11-03.

[54] 肖功弼, 张文生. 无创测量人体血糖的近红外光谱透射方法及装置. CN: CN101799412A, 2010-08-11.

[55] 杨彦武, 张文生, 李益群, 肖宪, 刘琰琼, 梁玉旋. 基于强化学习的网页页面主动式检索系统. CN: CN101751437A, 2010-06-23.

[56] 张文生, 杨彦武, 刘琰琼, 李益群, 肖宪, 梁玉旋. 自适应语义驱动的主题网页过滤系统. CN: CN101751438A, 2010-06-23.

[57] 张文生, 葛宝珊, 赵 博, 丁 欢, 张旭莉. 嵌入式智能安全监控设备. CN: CN101599209A, 2009-12-09.

出版信息

   
代表性论文
[1] Mingda Li, Zhengya Sun, Wensheng Zhang. SLAN: Similarity-aware aggregation network for embedding out-of-knowledge-graph entities. Neurocomputing[J]. 2022, 491: 186-196, http://dx.doi.org/10.1016/j.neucom.2022.03.063.
[2] Jintong Shi, Mengxuan Sun, Zhengya Sun, Mingda Li, Yifan Gu, Wensheng Zhang. Multi-level semantic fusion network for Chinese medical named entity recognition. Journal of Biomedical Informatics[J]. 2022, 133: http://dx.doi.org/10.1016/j.jbi.2022.104144.
[3] Qu, Yuxun, Zhang, Chenyang, Yang, Xuebing, Wu, Yajing, Zhang, Wensheng, Zhang, Guoping. Classifying clear air echoes via static and motion streams network. IEEE Geoscience and Remote Sensing Letters[J]. 2022, 19: [4] Wu, Yajing, Yang, Xuebing, Tang, Yongqiang, Zhang, Chenyang, Zhang, Guoping, Zhang, Wensheng. Inductive spatiotemporal graph convolutional networks for short-term quantitative precipitation forecasting. IEEE Transactions on Geoscience and Remote Sensing[J]. 2022, 60: http://dx.doi.org/10.1109/TGRS.2022.3159530.
[5] Tang, Yongqiang, Xie, Yuan, Zhang, Chenyang, Zhang, Wensheng. Constrained tensor representation learning for multi-view semi-supervised subspace clustering. IEEE Transactions on Multimedia[J]. 2022, 24: 3920-3933, [6] Tian, Lei, Tang, Yongqiang, Zhang, Wensheng. Partial domain adaptation by progressive sample learning of shared classes. Neural Processing Letters[J]. 2022, http://dx.doi.org/10.1007/s11063-022-10828-3.
[7] Chen, Rui, Tang, Yongqiang, Tian, Lei, Zhang, Caixia, Zhang, Wensheng. Deep convolutional self-paced clustering. Applied Intelligence[J]. 2022, 52(5): 4858-4872, http://dx.doi.org/10.1007/s10489-021-02569-y.
[8] He, Zewen, Ren, Zhida, Yang, Xuebing, Yang, Yang, Zhang, Wensheng. MEAD: a Mask-guidEd Anchor-free Detector for oriented aerial object detection. Applied Intelligence[J]. 2022, 52(4): 4382-4397, http://dx.doi.org/10.1007/s10489-021-02570-5.
[9] Xi, Jianing, Miao, Zhaoji, Liu, Longzhong, Yang, Xuebing, Zhang, Wensheng, Huang, Qinghua, Li, Xuelong. Knowledge tensor embedding framework with association enhancement for breast ultrasound diagnosis of limited labeled samples. Neurocomputing[J]. 2022, 468: 60-70, http://dx.doi.org/10.1016/j.neucom.2021.10.013.
[10] Ren, Zhida, Tang, Yongqiang, He, Zewen, Tian, Lei, Yang, Yang, Zhang, Wensheng. Ship detection in high-resolution optical remote sensing images aided by saliency information. IEEE Transactions on Geoscience and Remote Sensing[J]. 2022, 60: http://dx.doi.org/10.1109/TGRS.2022.3173610.
[11] Gu, Yifan, Yang, Xuebing, Tian, Lei, Yang, Hongyu, Lv, Jicheng, Yang, Chao, Wang, Jinwei, Xi, Jianing, Kong, Guilan, Zhang, Wensheng. Structure-aware siamese graph neural networks for encounter-level patient similarity learning. Journal of Biomedical Informatics[J]. 2022, 127: http://dx.doi.org/10.1016/j.jbi.2022.104027.
[12] Wu, Yajing, Tang, Yongqiang, Yang, Xuebing, Zhang, Wensheng, Zhang, Guoping. Graph Convolutional Regression Networks for Quantitative Precipitation Estimation. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2021, 18(7): 1124-1128, http://dx.doi.org/10.1109/LGRS.2020.2994087.
[13] Hu, Liangchen, Zhang, Wensheng, Dai, Zhenlei. Joint Sparse Locality-Aware Regression for Robust Discriminative Learning. IEEE TRANSACTIONS ON CYBERNETICS[J]. 2021, http://dx.doi.org/10.1109/TCYB.2021.3080128.
[14] Xue, Wei, Zhong, Ping, Zhang, Wensheng, Yu, Gaohang, Chen, Yebin. Sample-based online learning for bi-regular hinge loss. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS[J]. 2021, 12(6): 1753-1768, http://dx.doi.org/10.1007/s13042-020-01272-7.
[15] Ren, Zelin, Tang, Yongqiang, Zhang, Wensheng. Quality-related fault diagnosis based on k-nearest neighbor rule for non-linear industrial processes. INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS[J]. 2021, 17(11): http://dx.doi.org/10.1177/15501477211055931.
[16] Tang, Yongqiang, Xie, Yuan, Zhang, Changqing, Zhang, Zhizhong, Zhang, Wensheng. One-Step Multiview Subspace Segmentation via Joint Skinny Tensor Learning and Latent Clustering. IEEE Transactions on Cybernetics[J]. 2021, http://dx.doi.org/10.1109/TCYB.2021.3053057.
[17] Zhang, Wensheng. Acoustic multi-parameter full waveform inversion based on the wavelet method. INVERSE PROBLEMS IN SCIENCE AND ENGINEERING[J]. 2021, 29(2): 220-247, https://www.webofscience.com/wos/woscc/full-record/WOS:000549459700001.
[18] He, Zewen, Huang, He, Wu, Yudong, Yang, Xuebing, Zhang, Wensheng. Consistent scale normalization for object perception. APPLIED INTELLIGENCE[J]. 2021, 51(7): 4490-4502, http://dx.doi.org/10.1007/s10489-020-02070-y.
[19] Zhang, Chenyang, Tang, Yongqiang, Zhang, Zhizhong, Li, Ding, Yang, Xuebing, Zhang, Wensheng. Improving Domain-Adaptive Person Re-Identification by Dual-Alignment Learning With Camera-Aware Image Generation. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY[J]. 2021, 31(11): 4334-4346, http://dx.doi.org/10.1109/TCSVT.2020.3047095.
[20] Mingda Li, Zhengya Sun, Siheng Zhang, Wensheng Zhang. Enhancing knowledge graph embedding with relational constraints. NEUROCOMPUTING[J]. 2021, 429: 77-88, http://dx.doi.org/10.1016/j.neucom.2020.12.012.
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[100] Yang, Yehui, Xie, Yuan, Zhang, Wensheng, Hu, Wenrui, Tan, Yuanhua. Global Coupled Learning and Local Consistencies Ensuring for sparse-based tracking. NEUROCOMPUTING[J]. 2015, 160: 191-205, http://dx.doi.org/10.1016/j.neucom.2014.12.060.
[101] Wensheng Zhang. Structure learning for weighted networks based on Bayesian nonparametricmodels. International Journal of Machine Learning and Cybernetics. 2015, [102] Li, Qingchun, Zhang, Wensheng, Han, Gang, Yang, Yehui. Adaptive neuro-fuzzy sliding mode control guidance law with impact angle constraint. IET CONTROL THEORY AND APPLICATIONS[J]. 2015, 9(14): 2115-2123, http://ir.ia.ac.cn/handle/173211/8969.
[103] Lin Li, Wensheng Zhang, Yuan Xie, Wenrui Hu. A TV-l(1) Based Nonrigid Image Registration by Coupling Parametric and Non-parametric Transformation. INTERNATIONAL JOURNAL OF AUTOMATION AND COMPUTING[J]. 2015, 12(5): 467 - 481, [104] Li Qingchun, Zhang Wensheng, Han Gang, Zhang Yinghua. Finite Time Convergent Wavelet Neural Network Sliding Mode Control Guidance Law with Impact Angle Constraint. INTERNATIONAL JOURNAL OF AUTOMATION AND COMPUTING[J]. 2015, 12(6): 588-599, [105] 王学伟, 张文生, 刘衍. 快速自开合屏蔽罩系统建模与结构参数优化. 振动.测试与诊断[J]. 2015, 35(6): 1097-1102, http://lib.cqvip.com/Qikan/Article/Detail?id=667629586.
[106] Yang, Yang, Zhang, Wensheng, Xie, Yuan. Image automatic annotation via multi-view deep representation. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION[J]. 2015, 33(33): 368-377, http://dx.doi.org/10.1016/j.jvcir.2015.10.006.
[107] 汪慎文, 张文生, 秦进, 谢承旺, 郭肇禄. 朴素差分进化算法. 计算机应用[J]. 2015, 35(5): 1333-1335, http://lib.cqvip.com/Qikan/Article/Detail?id=664611817.
[108] Wensheng Zhang. A Novel Sparse Auto-Encoder for Deep Unsupervised Learning. The Sixth International Conference on Advanced Computational Intelligence. 2015, [109] 张文生. 异构信息网络数据上的多主题模型融合. 计算机科学与探索. 2014, [110] Ding, Jianli, Liu, Jin, Chowdhury, Kaushik Roy, Zhang, Wensheng, Hu, Qiping, Lei, Jeff. A particle swarm optimization using local stochastic search and enhancing diversity for continuous optimization. NEUROCOMPUTING[J]. 2014, 137: 261-267, http://dx.doi.org/10.1016/j.neucom.2013.03.075.
[111] Wensheng Zhang. Study of an automatic tropical cyclone detection method using infrared satellite image. The Advances in Atmospheric Sciences. 2014, [112] Wensheng Zhang. A novel Motion ControlMethod Based on Acquired Images. Applied Mechanics and Materials. 2014, [113] 吴蕾, 张文生, 王珏. 异构信息网络数据上的融合概率图模型. 计算机科学与探索[J]. 2014, 8(6): 712-718, http://lib.cqvip.com/Qikan/Article/Detail?id=664296981.
[114] Xie, Yuan, Zhang, Wensheng, Li, Cuihua, Lin, Shuyang, Qu, Yanyun, Zhang, Yinghua. Discriminative Object Tracking via Sparse Representation and Online Dictionary Learning. IEEE TRANSACTIONS ON CYBERNETICS[J]. 2014, 44(4): 539-553, https://www.webofscience.com/wos/woscc/full-record/WOS:000333119100008.
[115] Wensheng Zhang. Removing Water Fluctuation via Motion Field-Based Kernel Regression. Journal of Information and Computational Science. 2014, [116] Li Qingchun, Zhang Wensheng, Zhang Yinghua, Qiu Yudong, Yang Yehui, Yang G. Coordinating Motion Planning for a Mobile Manipulator with Multiple Constraints. MATERIALS ENGINEERING AND MECHANICAL AUTOMATIONnull. 2014, 442: 437-442, [117] Wensheng Zhang. LOTMAP: Learning to Maximize Top-N Recommendation with Mean Average Precision. ICIC Express Letters. 2014, [118] 张大斌, 江华, 徐柳怡, 张文生. 基于两阶段变异交叉策略的差分进化算法. 计算机工程[J]. 2014, 40(8): 183-189, http://lib.cqvip.com/Qikan/Article/Detail?id=661899657.
[119] Li, Lin, Xie, Yuan, Hu, Wenrui, Zhang, Wensheng. Single image super-resolution using combined total variation regularization by split Bregman Iteration. NEUROCOMPUTING[J]. 2014, 142: 551-560, http://dx.doi.org/10.1016/j.neucom.2014.02.045.
[120] Xie, Yuan, Zhang, Wensheng, Qu, Yanyun, Zhang, Yinghua. Discriminative subspace learning with sparse representation view-based model for robust visual tracking. PATTERN RECOGNITION[J]. 2014, 47(3): 1383-1394, http://dx.doi.org/10.1016/j.patcog.2013.07.010.
[121] Hu, Wenrui, Xie, Yuan, Li, Lin, Zhang, Wensheng. A total variation based nonrigid image registration by combining parametric and non-parametric transformation models. NEUROCOMPUTING[J]. 2014, 144: 222-237, http://dx.doi.org/10.1016/j.neucom.2014.05.031.
[122] Wensheng Zhang. Fusion Topic Model Transfer Learning for Cross-Domain Recommendation. WIT Transactions on Information and Communication Technologies. 2014, [123] Wensheng Zhang. A TV-L1 Based Nonrigid Image Registration by Coupling Parametric and Non-Parametric Transformation. 2014, [124] 李康顺, 李凯, 张文生. 一种基于改进BP神经网络的PCA人脸识别算法. 计算机应用与软件[J]. 2014, 31(1): 158-161, http://lib.cqvip.com/Qikan/Article/Detail?id=48442040.
[125] 张大斌, 周志刚, 叶佳, 张文生. 基于随机扩散搜索的协同差分进化算法. 计算机工程[J]. 2014, 40(7): 183-188, http://lib.cqvip.com/Qikan/Article/Detail?id=661679466.
[126] Fan, Kai, Zhang, Hongyi, Yan, Songbai, Wang, Liwei, Zhang, Wensheng, Feng, Jufu. Learning a generative classifier from label proportions. NEUROCOMPUTING[J]. 2014, 139: 47-55, http://dx.doi.org/10.1016/j.neucom.2013.09.057.
[127] 胡文锐, 谢源, 张文生. 基于高阶奇异值分解和均方差迭代的图像去噪. 中国图象图形学报[J]. 2014, 19(11): 1563-1569, [128] 李康顺, 杨珍, 张文生. 基于演化算法的纹理合成图像修复技术. 计算机应用与软件[J]. 2013, 30(3): 38-43, http://lib.cqvip.com/Qikan/Article/Detail?id=45222818.
[129] 张大斌, 杨添柔, 潘玉辰, 周茜, 张文生. 基于精英协同的混洗差分进化算法及其应用. 运筹与管理[J]. 2013, 22(5): 17-23, http://lib.cqvip.com/Qikan/Article/Detail?id=47722629.
[130] 张娟, 徐德, 张正涛, 张文生. 基于多几何特征的显微视觉对准控制策略. 控制工程[J]. 2013, 20(2): 250-253, [131] Zhang, Yinghua, Zhang, Wensheng, Xie, Yuan. Improved heuristic equivalent search algorithm based on Maximal Information Coefficient for Bayesian Network Structure Learning. NEUROCOMPUTING[J]. 2013, 117: 186-195, http://dx.doi.org/10.1016/j.neucom.2013.02.015.
[132] Jiang, Xinghao, Sun, Tanfeng, Liu, Jin, Chao, Juan, Zhang, Wensheng. An adaptive video shot segmentation scheme based on dual-detection model. NEUROCOMPUTING[J]. 2013, 116: 102-111, http://dx.doi.org/10.1016/j.neucom.2011.11.037.
[133] Wensheng Zhang. Discriminative Subspace Learning with Sparsely Represented View-based Model for Robust Visual Tracking. Pattern Recognition. 2013, [134] 李康顺, 韦蕴珊, 张文生. 基于演化算法的卷曲DCT图像压缩. 中国图象图形学报[J]. 2013, 18(2): 169-175, [135] 杨波, 张文生, 谢源. 畸变环境下的序列图像融合技术研究. 计算机科学[J]. 2013, 40(10): 261-264, http://lib.cqvip.com/Qikan/Article/Detail?id=47317911.
[136] 丁欢, 张文生. 融合SPA遮挡分割的多目标跟踪方法. 中国图象图形学报[J]. 2012, 17(1): 90-98, http://lib.cqvip.com/Qikan/Article/Detail?id=40404596.
[137] 吴双, 张文生, 徐海瑞. 基于词间关系分析的文本特征选择算法. 计算机工程与科学[J]. 2012, 34(6): 140-145, http://lib.cqvip.com/Qikan/Article/Detail?id=42290664.
[138] Huang, Yiheng, Zhang, Wensheng, Wang, Jue. Multiple Instance Learning with Correlated Features. INTERNATIONAL JOURNAL OF FUZZY SYSTEMS[J]. 2012, 14(2): 305-313, http://ir.ia.ac.cn/handle/173211/9997.
[139] Wang, Hu, Ren, Yanshuang, Bai, Lijun, Zhang, Wensheng, Tian, Jie. Morphometry Based on Effective and Accurate Correspondences of Localized Patterns (MEACOLP). PLOS ONE[J]. 2012, 7(4): https://www.webofscience.com/wos/woscc/full-record/WOS:000305341000066.
[140] Liu, Jin, Li, Bo, Zhang, WenSheng. Feature extraction using maximum variance sparse mapping. NEURAL COMPUTING & APPLICATIONS[J]. 2012, 21(8): 1827-1833, http://ir.ia.ac.cn/handle/173211/10742.
[141] 李康顺, 阮丹丹, 张文生. 基于演化算法的图像二值化算法研究. 计算机应用研究[J]. 2012, 29(1): 348-351, http://lib.cqvip.com/Qikan/Article/Detail?id=40400092.
[142] Ding, Huan, Zhang, Wensheng. Multi-target tracking with occlusions via skeleton points assignment. NEUROCOMPUTING[J]. 2012, 83: 165-175, http://dx.doi.org/10.1016/j.neucom.2011.12.003.
[143] 李康顺, 余锡伦, 张文生. 一种改进的演化算法及其在求解复杂优化问题中的应用. 计算机应用研究[J]. 2012, 29(4): 1223-1226, http://lib.cqvip.com/Qikan/Article/Detail?id=41334750.
[144] Wensheng Zhang. Description for 3d images with histogram of gradient based on maximum directional derivative. Journal of digital content technology and its applications. 2012, [145] Xie, Yuan, Qu, Yanyun, Li, Cuihua, Zhang, Wensheng. Online multiple instance gradient feature selection for robust visual tracking. PATTERN RECOGNITION LETTERS[J]. 2012, 33(9): 1075-1082, http://dx.doi.org/10.1016/j.patrec.2012.01.020.
[146] 徐海瑞, 张文生, 吴双. 基于流形正则化的文档分类算法研究. 计算机科学[J]. 2012, 39(3): 192-195, http://lib.cqvip.com/Qikan/Article/Detail?id=41009704.
[147] Feng, Yuanyuan, Bai, Lijun, Ren, Yanshuang, Chen, Shangjie, Wang, Hu, Zhang, Wensheng, Tian, Jie. FMRI connectivity analysis of acupuncture effects on the whole brain network in mild cognitive impairment patients. MAGNETIC RESONANCE IMAGING[J]. 2012, 30(5): 672-682, http://dx.doi.org/10.1016/j.mri.2012.01.003.
[148] Wensheng Zhang. Investigation of acupoint specificity by multivariate granger causality analysis from fMRI data. Magnetic Resonance Imaging. 2011, [149] 常晓夫, 张文生, 董维山. 基于多种类视觉特征的混合高斯背景模型. 中国图象图形学报[J]. 2011, 16(5): 829-834, http://lib.cqvip.com/Qikan/Article/Detail?id=37721313.
[150] 史亚莉, 张文生, 徐德, 张正涛, 张娟. 时间/压力型pL级微点胶技术. 光学精密工程[J]. 2011, 19(11): 2724-2730, http://lib.cqvip.com/Qikan/Article/Detail?id=40104018.
[151] 董文永, 张文生, 于瑞国. 求解组合优化问题伊藤算法的收敛性和期望收敛速度分析. 计算机学报[J]. 2011, 34(4): 636-646, http://lib.cqvip.com/Qikan/Article/Detail?id=37508753.
[152] 张水发, 张文生, 丁欢, 杨柳. 融合光流速度与背景建模的目标检测方法. 中国图象图形学报[J]. 2011, 16(2): 236-243, http://lib.cqvip.com/Qikan/Article/Detail?id=36684105.
[153] 杨名宇, 丁欢, 赵博, 张文生. 结合邻域信息的Chan—Vese模型图像分割. 计算机辅助设计与图形学学报[J]. 2011, 23(3): 413-418, http://lib.cqvip.com/Qikan/Article/Detail?id=36884223.
[154] 徐海瑞, 张文生, 吴双. 基于NPE的Web文本分类方法研究. 计算机工程[J]. 2011, 37(17): 133-135, http://lib.cqvip.com/Qikan/Article/Detail?id=39348638.
[155] Zhao Bo, Zhang Wensheng, Liu Jin, Ding Huan. High-order mrf prior based bayesian deblurring. International Journal of Digital Content Technology and its Applications[J]. 2011, 5(12): 383-392, http://ir.iscas.ac.cn/handle/311060/16172.
[156] 杨柳, 张文生. 基于查询词邻近度的专家搜索算法. 计算机工程[J]. 2011, 37(6): 7-8,11, http://lib.cqvip.com/Qikan/Article/Detail?id=37083368.
[157] Feng, Yuanyuan, Bai, Lijun, Zhang, Wensheng, Xue, Ting, Ren, Yanshuang, Zhong, Chongguang, Wang, Hu, You, Youbo, Liu, Zhenyu, Dai, Jianping, Liu, Yijun, Tian, Jie. Investigation of Acupoint Specificity by Multivariate Granger Causality Analysis From Functional MRI Data. JOURNAL OF MAGNETIC RESONANCE IMAGING[J]. 2011, 34(1): 31-42, http://www.irgrid.ac.cn/handle/1471x/975035.
[158] 赵博, 张文生, 丁欢. 基于Richardson-Lucy的图像去模糊新算法. 计算机工程与应用[J]. 2011, 47(34): 1-4,77, http://lib.cqvip.com/Qikan/Article/Detail?id=40130603.
[159] 张水发, 丁欢, 张文生. 双模型背景建模与目标检测研究. 计算机研究与发展[J]. 2011, 48(11): 1983-1990, http://lib.cqvip.com/Qikan/Article/Detail?id=39955918.
[160] Wensheng Zhang. Region-based active contour with neighborhood information for image segmentation. International Journal of Digital Content Technology and its Applications. 2011, [161] 刘琰琼, 张文生, 李益群, 杨柳. 基于电阻网络的异构数据协同聚类算法. 计算机工程[J]. 2011, 37(5): 207-209,212, http://lib.cqvip.com/Qikan/Article/Detail?id=37079236.
[162] Feng, Yuanyuan, Bai, Lijun, Ren, Yanshuang, Wang, Hu, Liu, Zhenyu, Zhang, Wensheng, Tian, Jie. Investigation of the large-scale functional brain networks modulated by acupuncture. MAGNETIC RESONANCE IMAGING[J]. 2011, 29(7): 958-965, http://dx.doi.org/10.1016/j.mri.2011.04.009.
[163] 李康顺, 郭肇禄, 张文生. 一种基于并行GEP的复杂电路优化算法. 四川大学学报:工程科学版[J]. 2010, 156-161,178, http://lib.cqvip.com/Qikan/Article/Detail?id=32896294.
[164] 杨柳, 张文生. 专家搜索中关系证据的重要性研究. 计算机应用研究[J]. 2010, 4040-4043,4047, http://lib.cqvip.com/Qikan/Article/Detail?id=35789689.
[165] 李康顺, 周新宇, 张文生. 基于QoS的网络负载均衡选播路由算法. 计算机应用研究[J]. 2010, 4718-4722, http://lib.cqvip.com/Qikan/Article/Detail?id=36264276.
[166] 李康顺, 王婷, 张文生. 基于演化算法的FIR数字滤波器设计研究. 微计算机信息[J]. 2010, 43-45, http://lib.cqvip.com/Qikan/Article/Detail?id=33336171.
[167] 常晓夫, 张文生. 基于多分辨率纹理特征的背景建模方法. 微计算机信息[J]. 2010, 213-215, http://lib.cqvip.com/Qikan/Article/Detail?id=36297396.
[168] 李康顺, 李茂民, 张文生. 一种基于改进遗传算法的图像分割方法. 计算机应用研究[J]. 2009, 4364-4367, http://lib.cqvip.com/Qikan/Article/Detail?id=31896193.
[169] 李康顺, 贾玉珍, 张文生. 一种基于模式替代的遗传算法解0/1背包问题. 计算机应用研究[J]. 2009, 470-471,505, http://lib.cqvip.com/Qikan/Article/Detail?id=1000643569.
[170] 任帅杰, 张文生, 何源, 王颖. 基于图像分析的纤维直径和曲率的测量方法. 中国图象图形学报[J]. 2008, 13(6): 1153-1158, http://lib.cqvip.com/Qikan/Article/Detail?id=27450874.
[171] 何源, 张文生. 基于核方法的强化学习算法. 微计算机信息[J]. 2008, 243-245, http://lib.cqvip.com/Qikan/Article/Detail?id=1000036848.
[172] 李康顺, 潘伟丰, 张文生, 王峰. 基于统计分析和停滞速度的GEP自动建模. 计算机应用研究[J]. 2008, 25(8): 2312-2315,2365, http://lib.cqvip.com/Qikan/Article/Detail?id=28521813.
[173] 何源, 张文生, 葛铭, 叶晨洲. 基于时序聚类的吹灰预测模型. 计算机工程[J]. 2008, 34(10): 244-246, http://lib.cqvip.com/Qikan/Article/Detail?id=27271463.
[174] Xia, Fen, Zhang, Wensheng, Li, Fuxin, Yang, Yanwu. Ranking with decision tree. KNOWLEDGE AND INFORMATION SYSTEMS[J]. 2008, 17(3): 381-395, http://ir.ia.ac.cn/handle/173211/9709.
[175] 何源, 张文生. 基于核方法的强化学习算法. 微计算机信息[J]. 2008, http://lib.cqvip.com/Qikan/Article/Detail?id=1000036848.
[176] 李康顺, 潘伟丰, 张文生, 李元香. 基于多目标演化算法的序列密钥生成方法. 武汉理工大学学报[J]. 2008, 30(8): 69-73, http://lib.cqvip.com/Qikan/Article/Detail?id=28112131.
[177] Wensheng Zhang. Ordinal Regression as Multiclass Classification. Journal of Intelligent Control System. 2007, [178] Wensheng Zhang. An Effective Tree-Based Algorithm for Ordinal Regression. The IEEE Intelligent Informatics Bulletin. 2006, [179] 张文生, 王珏, 丁辉. 基于邻域原理计算海量数据支持向量的研究. 软件学报[J]. 2001, 12(5): 711-, http://lib.cqvip.com/Qikan/Article/Detail?id=5261791.
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科研活动

   
科研项目
( 1 ) 跨媒体协同处理与服务的理论和应用研究, 主持, 国家级, 2012-01--2016-12
( 2 ) 红外成像气动光学效应校正、目标识别方法研究, 主持, 国家级, 2011-01--2015-12
( 3 ) 多约束条件下快响应理论与方法研究, 主持, 国家级, 2012-01--2016-12
( 4 ) 高铁在线精密感知理论与方法研究, 主持, 国家级, 2011-01--2015-06
( 5 ) 面向大数据的知识表示、推理、在线学习理论及应用研究, 参与, 国家级, 2015-01--2019-12
( 6 ) 统计+结构机器学习, 主持, 国家级, 2015-01--2018-12
( 7 ) 面向大数据的国际特定主题事件推演与风险预警研究, 主持, 国家级, 2017-01--2020-12
( 8 ) 快速问医生医疗系统(珠海), 主持, 院级, 2016-06--2017-06
( 9 ) 高铁弓网异质图像监测(成都国铁), 主持, 院级, 2016-01--2016-12
( 10 ) 红外成像气动光学效应校正、目标识别方法研究, 主持, 国家级, 2016-06--2017-07
( 11 ) 人工智能在大数据分析中的应用研究, 主持, 部委级, 2016-06--2017-08
( 12 ) 大数据背景下基于深度学习的多源情报与预测技术, 参与, 国家级, 2016-08--2020-12
( 13 ) 目标行为快速识别技术研究, 主持, 国家级, 2017-03--2018-11
( 14 ) 跨模态医疗分析推理技术与系统, 主持, 国家级, 2019-12--2023-11
( 15 ) 面向精准医学大数据的认知计算与应用研究, 主持, 国家级, 2020-01--2023-12
( 16 ) 健康医疗大数据类人分析推理与辅助诊疗研究, 主持, 国家级, 2020-01--2022-12

指导学生

已指导学生

何源  博士研究生  081104-模式识别与智能系统  

冯园园  博士研究生  081104-模式识别与智能系统  

王虎  博士研究生  081104-模式识别与智能系统  

丁欢  博士研究生  081104-模式识别与智能系统  

赵博  博士研究生  081104-模式识别与智能系统  

杨名宇  博士研究生  081104-模式识别与智能系统  

常晓夫  硕士研究生  081280-软件工程  

张水发  硕士研究生  081280-软件工程  

徐海瑞  硕士研究生  081280-软件工程  

吴双  硕士研究生  081280-软件工程  

谢源  博士研究生  081104-模式识别与智能系统  

杨波  硕士研究生  081203-计算机应用技术  

张英华  博士研究生  081104-模式识别与智能系统  

胡文锐  博士研究生  081203-计算机应用技术  

王学伟  博士研究生  081203-计算机应用技术  

李林  博士研究生  081203-计算机应用技术  

蒋晓娟  博士研究生  081104-模式识别与智能系统  

李庆春  博士研究生  081101-控制理论与控制工程  

杨阳  博士研究生  081104-模式识别与智能系统  

吴蕾  博士研究生  081104-模式识别与智能系统  

陈东杰  硕士研究生  085211-计算机技术  

杨叶辉  博士研究生  081104-模式识别与智能系统  

杨雪冰  博士研究生  081101-控制理论与控制工程  

于廷照  硕士研究生  085211-计算机技术  

刘年庆  博士研究生  081104-模式识别与智能系统  

匡秋明  博士研究生  081104-模式识别与智能系统  

何泽文  博士研究生  081104-模式识别与智能系统  

王鑫  博士研究生  081203-计算机应用技术  

张似衡  博士研究生  081104-模式识别与智能系统  

李涛  硕士研究生  081104-模式识别与智能系统  

张志忠  博士研究生  081104-模式识别与智能系统  

唐永强  博士研究生  081104-模式识别与智能系统  

黄妍  硕士研究生  081104-模式识别与智能系统  

杨萌林  硕士研究生  081104-模式识别与智能系统  

牛景昊  博士研究生  081104-模式识别与智能系统  

于劭炜  硕士研究生  081104-模式识别与智能系统  

吴雅婧  博士研究生  081104-模式识别与智能系统  

谷轩  硕士研究生  085211-计算机技术  

现指导学生

田磊  博士研究生  081104-模式识别与智能系统  

任至达  博士研究生  081104-模式识别与智能系统  

任泽林  博士研究生  081104-模式识别与智能系统  

李明达  博士研究生  081104-模式识别与智能系统  

曲宇勋  硕士研究生  081104-模式识别与智能系统  

刘雅婧  硕士研究生  085211-计算机技术  

李定  博士研究生  081203-计算机应用技术  

孙孟轩  博士研究生  081104-模式识别与智能系统  

顾一凡  博士研究生  081104-模式识别与智能系统  

崔畅  博士研究生  081104-模式识别与智能系统  

施金彤  硕士研究生  085211-计算机技术  

郑建国  博士研究生  081104-模式识别与智能系统